Question

In: Statistics and Probability

Question 2 Suppose a researcher is interested in the effectiveness in a new childhood exercise program...

Question 2

Suppose a researcher is interested in the effectiveness in a new childhood exercise program implemented in a SRS of schools across a particular county. In order to test the hypothesis that the new program decreases BMI (Kg/m2), the researcher takes a SRS of children from schools where the program is employed and a SRS from schools that do not employ the program and compares the results. Assume the following table represents the SRSs of students and their BMIs.

Student

Intervention Group

BMI (kg/m2)

Student

Control Group

BMI (kg/m2)

A

18.6

A

21.6

B

18.2

B

18.9

C

19.5

C

19.4

D

18.9

D

22.6

E

24.1

F

23.6

A) Assuming that all the necessary conditions are met (normality, independence, etc.) carry out the appropriate statistical test to determine if the new exercise program is effective. Use an alpha level of 0.05. Do not assume equal variances.

B) Construct a 95% confidence interval about your estimate for the average difference in BMI between the groups.

Choos the most appropriate option

Option 1

A) Ho: µ12 Ha: µ12

T statistic=13.141

Pvalue=0.001

Accept the Ho based on sufficient evidence at the alpha level of 0.05.

B) Ci (15.17, 10.63)

Option 2

A) Ho: µ12 Ha: µ12

T statistic=-3.141

Pvalue=0.01

Reject the Ho based on sufficient evidence at the alpha level of 0.05. Instead conclude that there is a statistically significant difference in mean BMI between the groups, with the control group having a consistently higher BMI on the average.

B) Ci (-2.37, -1.36)

Option 3

A) Ho: µ12 Ha: µ12

T statistic=-3.141

Pvalue=0.01

Reject the Ho based on sufficient evidence at the alpha level of 0.05. Instead conclude that there is a statistically significant difference in mean BMI between the groups, with the control group having a consistently higher BMI on the average.

B) Ci (-5.17, -0.63)

Solutions

Expert Solution

Ho: µ1=µ2

Ha: µ1<µ2

Part A

To solve in excel, go to Data, select Data Analysis. Choose t-test: Two-Sample Assuming Unequal Variances.

t-Test: Two-Sample Assuming Unequal Variances
Variable 1 Variable 2
Mean 18.80 21.70
Variance 0.30 4.66
Observations 4.00 6.00
Hypothesized Mean Difference 0.00
df 6.00
t Stat -3.14
P(T<=t) one-tail 0.01
t Critical one-tail 1.94
P(T<=t) two-tail 0.02
t Critical two-tail 2.45

Since p-value (0.01) is less than 0.05, we reject null hypothesis and conclude that µ1<µ2. So, the new program does decreases BMI.

Part B: Confidence Intervals

Lower limit = (x1 - x2) - t*[((s12(n1-1) + s22(n2-1))/(n1+n2-2))^0.5*(1/n1+1/n2)^0.5]

= (18.8-21.7) - (-3.14)*(((0.3*(4-1)+4.66*(6-1))/(4+6-2))^0.5*(1/4+1/6)^0.5)

= 0.63

Upper limit = (x1 - x2) + t*[((s12(n1-1) + s22(n2-1))/(n1+n2-2))^0.5*(1/n1+1/n2)^0.5]

= (18.8-21.7) + (-3.14)*(((0.3*(4-1)+4.66*(6-1))/(4+6-2))^0.5*(1/4+1/6)^0.5)

= -6.43

Confidence interval = (-6.43,0.3)


Related Solutions

Suppose a researcher is interested in the effectiveness of a new anti-hypertensive medication in a population...
Suppose a researcher is interested in the effectiveness of a new anti-hypertensive medication in a population of clinical trial participants with high blood pressure. In this particular study, the researchers decide to use each participant as their own control, offering the participants the study drug either preceding or proceeding a control period involving best standard of care. Assume the following sample of participants enrolled in the study represents an appropriate approximation to the normal distribution. Participant Systolic blood pressure (mmHG)...
Suppose a researcher is interested in the effectiveness of a new respiratory treatment drug aimed at...
Suppose a researcher is interested in the effectiveness of a new respiratory treatment drug aimed at increasing forced vital capacity (FVC) among children with respiratory illnesses. In this study, each patient treated with the study drug is frequency paired with another patient on a number of characteristics treated with a placebo to insure independence among samples. Assume the following table represents the FVC for each participant and the paired control. Participant Treated with new drug FVC (%) Participant Treated with...
A learning researcher is interested in the effectiveness of her new memory enhancement program. To test...
A learning researcher is interested in the effectiveness of her new memory enhancement program. To test this program, she has 15 students learn a list of 50 words. Memory performance is measured using a recall test. After the first test, these same students are instructed as to how to use the memory improvement program and then learn a second list of 50 different words. Memory performance is again measured with the recall test. If you wanted to test the hypothesis...
A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an...
A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an assisted living facility for elderly adults. One group of residents is selected to participate in the program, and a second group serves as a control. After 6 weeks, the researcher records a combined score measuring balance and strength for each individual. The data are as follows: (9 POINTS) Control Exercise n = 10 n = 15 M = 12 M = 15.5 SS =...
A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an...
A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an assisted living facility for elderly adults. One group of residents is selected to participate in the program, and a second group serves as a control. After 6 weeks, the researcher records a combined score measuring balance and strength for each individual. The data are as follows:                                                 Control               Exercise                                                  n1 = 10                 n2 = 15                                                 M1 = 12               M2 = 15.5                                           ...
A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an...
A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an assisted living facility for elderly adults. One group of residents is selected to participate in the program, and a second group serves as a control. After 6 weeks, the researcher assessed physical fitness of each participant. The data are as follows: Exercise Group: Control Group: n = 15 n = 15 M = 37 M = 34 SS = 230 SS = 160 A....
Question 31 Suppose a researcher is interested in a new treatment plan for increasing CD4 cell...
Question 31 Suppose a researcher is interested in a new treatment plan for increasing CD4 cell count in immune-compromised patients with HIV. In order to investigate the new drug, the researcher gathers a group of 48 individuals with a mean CD4 count of 317 cells/mm3 after treatment with a standard deviation of 24.6. Test the hypothesis that the mean CD4 count has increased above the goal of 275 cells/mm3. Write out your hypotheses and correctly interpret your pvalue. (Use an...
RESEARCH SCENERIO A researcher conducts an independent-measures study examining the effectiveness of a group exercise program...
RESEARCH SCENERIO A researcher conducts an independent-measures study examining the effectiveness of a group exercise program at an assisted living facility for elderly adults. One group of residents is selected to participate in the program, and a second group serves as a control. After 6 weeks, the researcher records a combined score measuring balance and strength for each individual. The data are as follows:                                                 Control               Exercise                                                  n = 12                 n = 15                                                 M...
ou are interested in testing the effectiveness of a new program designed to teach reading skills...
ou are interested in testing the effectiveness of a new program designed to teach reading skills to elementary school students, describe how you would use a experimental design design to test the effectiveness of the program. Which type experimental design would you deploy? What type of conclusion can be drawn from the experiment?
Question 1 Researchers are interested in testing the effectiveness of a new immunosuppressive therapy to be...
Question 1 Researchers are interested in testing the effectiveness of a new immunosuppressive therapy to be used post-transplant to reduce graft failure in the host. Suppose researchers investigating this new therapy are concerned about the dangerous side-effects of the drug. For instance, participants that would like to enroll in the study are not allowed to already have diabetes, as the immunosuppressive agent has been found to drastically increase fasting glucose levels, which could be very dangerous for diabetics. This means,...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT